output
20102023
most citedTensorizing Neural Networks

604 citations

researchers with a paper here

Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.

collaborating institutions
Showing 2021Show all

4 papers · 1 filter

math.OC2021★ 3 cited

Super-Acceleration with Cyclical Step-sizes

Baptiste Goujaud, Damien Scieur, Aymeric Dieuleveut +2

We develop a convergence-rate analysis of momentum with cyclical step-sizes. We show that under some assumption on the spectral gap of Hessians in machine learning, cyclical step-s…

cs.LG2021

On the Consistency of Max-Margin Losses

Alex Nowak-Vila, Alessandro Rudi, Francis Bach

The foundational concept of Max-Margin in machine learning is ill-posed for output spaces with more than two labels such as in structured prediction. In this paper, we show that th…

cs.SD2021★ 30 cited

Self-Supervised VQ-VAE for One-Shot Music Style Transfer

Ondřej Cífka, Alexey Ozerov, Umut Şimşekli +1

Neural style transfer, allowing to apply the artistic style of one image to another, has become one of the most widely showcased computer vision applications shortly after its intr…

math.OC2021★ 48 cited

Acceleration Methods

Alexandre d'Aspremont, Damien Scieur, Adrien Taylor

This monograph covers some recent advances in a range of acceleration techniques frequently used in convex optimization. We first use quadratic optimization problems to introduce t…